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Why even rent a GPU server for deep learning?

Deep learning is an ever-accelerating field of machine learning. Major companies like Google, Microsoft, Facebook, and others are now developing their deep learning frameworks with constantly rising complexity and computational size of tasks which are highly optimized for parallel execution on multiple GPU and even multiple GPU servers . So even the most advanced CPU servers are no longer capable of making the critical computation, and this is where GPU server and cluster renting will come in.

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Why are GPUs faster than CPUs anyway?

A typical central processing unit, or a CPU, is a versatile device, capable of handling many different tasks with limited parallelcan bem using tens of CPU cores. A graphical digesting unit, or perhaps a GPU, was created with a specific goal in mind – to render graphics as quickly as possible, which means doing a large amount of floating point computations with huge parallelism making use of a large number of tiny GPU cores. That is why, because of a deliberately large amount of specialized and sophisticated optimizations, GPUs tend to run faster than traditional CPUs for particular tasks like Matrix multiplication that is a base task for Deep Learning or 3D Rendering.

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